{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pathlib\n",
    "import pandas as pd\n",
    "import yaml\n",
    "import seaborn as sns\n",
    "import matplotlib.pyplot as plt"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "PATH_TO_RUNS = \"multirun/2021-11-26/02-08-07/\"\n",
    "path = pathlib.Path(PATH_TO_RUNS).resolve()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "df = []\n",
    "for i, _path in enumerate(sorted(path.glob('**/*.csv'))):\n",
    "    hydra_path = _path.parent / \".hydra\" / \"config.yaml\"\n",
    "    with open(hydra_path, \"r\") as f:\n",
    "        hydra_dict = yaml.load(f, yaml.SafeLoader)\n",
    "    df_view = pd.read_csv(_path)\n",
    "    df_view[\"n_segments\"] = hydra_dict[\"dataset\"][\"n_segments\"]\n",
    "    df.append(df_view)\n",
    "\n",
    "df = pd.concat(df)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "df_file = df[[\"file\", \"file_approx_time\", \"n_segments\"]].drop_duplicates().reset_index(drop=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "top_segments = df_file[df_file.n_segments.max() == df_file.n_segments].sort_values(by=\"file_approx_time\", ascending=False).file.drop_duplicates()[:5]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1440x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(figsize=(20, 10))\n",
    "sns.lineplot(\n",
    "    data=df_file[df_file.file.isin(top_segments)],\n",
    "    x=\"n_segments\", y=\"file_approx_time\", hue=\"file\", ax=ax\n",
    ")\n",
    "ax.set_yscale('log')\n",
    "ax.set_xscale('log')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "df_file_pivot = df_file[df_file.file.isin(top_segments)].pivot(columns=\"n_segments\", index=\"file\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "df_function = df.groupby([\"function\", \"n_segments\"]).approx_time.sum().reset_index()\n",
    "top_functions = df_function[df_function.n_segments.max() == df_function.n_segments].sort_values(by=\"approx_time\", ascending=False).function.drop_duplicates()[:10]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1440x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(figsize=(20, 10))\n",
    "sns.lineplot(\n",
    "    data=df_function[df_function.function.isin(top_functions)],\n",
    "    x=\"n_segments\", y=\"approx_time\", hue=\"function\", ax=ax\n",
    ")\n",
    "ax.set_yscale('log')\n",
    "ax.set_xscale('log')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "df_function_pivot = df_function[df_function.function.isin(top_functions)].pivot(columns=\"n_segments\", index=\"function\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "import statsmodels.api as sm\n",
    "import numpy as np\n",
    "ols_params_per_function = dict()\n",
    "for index_name, series in df_function_pivot.iterrows():\n",
    "    series = series.dropna()\n",
    "    Y = np.log(series.values)\n",
    "    X = np.log([[i[1]] for i in series.index])\n",
    "    X = sm.add_constant(X)\n",
    "    model = sm.OLS(Y,X)\n",
    "    results = model.fit()\n",
    "    ols_params_per_function[index_name] = results.params[1]\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Pipeline._get_backtest_forecasts       1.876624\n",
       "SegmentEncoderTransform.transform      1.574865\n",
       "DateFlagsTransform.transform           1.129798\n",
       "Metric._validate_segment_columns       1.112468\n",
       "TSDataset.__getitem__                  1.104395\n",
       "TSDataset.to_flatten                   1.091964\n",
       "PerSegmentWrapper.inverse_transform    1.091380\n",
       "PerSegmentWrapper.transform            1.072193\n",
       "_OneSegmentLagFeature.transform        1.055129\n",
       "PerSegmentModel.fit                    1.037473\n",
       "dtype: float64"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pd.Series(ols_params_per_function).sort_values(ascending=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead tr th {\n",
       "        text-align: left;\n",
       "    }\n",
       "\n",
       "    .dataframe thead tr:last-of-type th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr>\n",
       "      <th></th>\n",
       "      <th colspan=\"5\" halign=\"left\">approx_time</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>n_segments</th>\n",
       "      <th>20</th>\n",
       "      <th>100</th>\n",
       "      <th>1000</th>\n",
       "      <th>5000</th>\n",
       "      <th>10000</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>function</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>DateFlagsTransform.transform</th>\n",
       "      <td>0.33</td>\n",
       "      <td>2.58</td>\n",
       "      <td>30.78</td>\n",
       "      <td>191.91</td>\n",
       "      <td>386.25</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Metric._validate_segment_columns</th>\n",
       "      <td>0.30</td>\n",
       "      <td>1.67</td>\n",
       "      <td>19.77</td>\n",
       "      <td>133.43</td>\n",
       "      <td>305.34</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>PerSegmentModel.fit</th>\n",
       "      <td>NaN</td>\n",
       "      <td>1.18</td>\n",
       "      <td>13.42</td>\n",
       "      <td>76.90</td>\n",
       "      <td>131.24</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>PerSegmentWrapper.inverse_transform</th>\n",
       "      <td>0.59</td>\n",
       "      <td>4.01</td>\n",
       "      <td>40.29</td>\n",
       "      <td>261.59</td>\n",
       "      <td>554.39</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>PerSegmentWrapper.transform</th>\n",
       "      <td>0.75</td>\n",
       "      <td>5.15</td>\n",
       "      <td>51.39</td>\n",
       "      <td>305.12</td>\n",
       "      <td>625.16</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Pipeline._get_backtest_forecasts</th>\n",
       "      <td>0.16</td>\n",
       "      <td>2.77</td>\n",
       "      <td>160.05</td>\n",
       "      <td>4448.55</td>\n",
       "      <td>19653.69</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>SegmentEncoderTransform.transform</th>\n",
       "      <td>0.17</td>\n",
       "      <td>1.10</td>\n",
       "      <td>34.66</td>\n",
       "      <td>722.81</td>\n",
       "      <td>2881.01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>TSDataset.__getitem__</th>\n",
       "      <td>0.59</td>\n",
       "      <td>3.87</td>\n",
       "      <td>44.11</td>\n",
       "      <td>282.59</td>\n",
       "      <td>572.76</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>TSDataset.to_flatten</th>\n",
       "      <td>0.69</td>\n",
       "      <td>5.25</td>\n",
       "      <td>54.14</td>\n",
       "      <td>309.35</td>\n",
       "      <td>681.29</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>_OneSegmentLagFeature.transform</th>\n",
       "      <td>1.31</td>\n",
       "      <td>8.60</td>\n",
       "      <td>84.52</td>\n",
       "      <td>488.55</td>\n",
       "      <td>964.38</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                    approx_time                         \\\n",
       "n_segments                                20    100     1000     5000    \n",
       "function                                                                 \n",
       "DateFlagsTransform.transform               0.33  2.58   30.78   191.91   \n",
       "Metric._validate_segment_columns           0.30  1.67   19.77   133.43   \n",
       "PerSegmentModel.fit                         NaN  1.18   13.42    76.90   \n",
       "PerSegmentWrapper.inverse_transform        0.59  4.01   40.29   261.59   \n",
       "PerSegmentWrapper.transform                0.75  5.15   51.39   305.12   \n",
       "Pipeline._get_backtest_forecasts           0.16  2.77  160.05  4448.55   \n",
       "SegmentEncoderTransform.transform          0.17  1.10   34.66   722.81   \n",
       "TSDataset.__getitem__                      0.59  3.87   44.11   282.59   \n",
       "TSDataset.to_flatten                       0.69  5.25   54.14   309.35   \n",
       "_OneSegmentLagFeature.transform            1.31  8.60   84.52   488.55   \n",
       "\n",
       "                                               \n",
       "n_segments                              10000  \n",
       "function                                       \n",
       "DateFlagsTransform.transform           386.25  \n",
       "Metric._validate_segment_columns       305.34  \n",
       "PerSegmentModel.fit                    131.24  \n",
       "PerSegmentWrapper.inverse_transform    554.39  \n",
       "PerSegmentWrapper.transform            625.16  \n",
       "Pipeline._get_backtest_forecasts     19653.69  \n",
       "SegmentEncoderTransform.transform     2881.01  \n",
       "TSDataset.__getitem__                  572.76  \n",
       "TSDataset.to_flatten                   681.29  \n",
       "_OneSegmentLagFeature.transform        964.38  "
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_function_pivot"
   ]
  }
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